Standard tasks for IrisML
Project description
irisml-tasks
A collection of tasks for irisml framework.
Visit irisml for the detail.
tasks
assertion
This task throws an exception if the given assertion failed for the input object.
branch
'If' condition for tasks.
calculate_cosine_similarity
Calculate cosine similarity between two sets of vectors.
download_azure_blob
Download a file from azure blob.
get_current_time
Get the current time in seconds from epoch.
get_dataset_stats
Get statistics of the input dataset.
get_dataset_subset
Create a new dataset with a subset of the input dataset.
get_fake_image_classification_dataset
Create a new dataset with fake classification images.
get_fake_object_detection_dataset
Create a new dataset with fake object detection examples.
get_item
Get an item from a given list.
get_secret_from_azure_keyvault
Get a secret string from Azure KeyVault.
get_topk
Get TopK from a given tensor.
join_filepath
Join a given directory path and a filename.
load_state_dict
Load a specified file to the input model.
print_environment_info
Print the enviromnent infomation such as GPU, CPU, Memory
run_parallel
Run child tasks in new forked processes.
run_sequential
Run child tasks sequentially on the same process.
save_file
Save the input binary as a file.
save_state_dict
Save the state_dict of the input model.
search_grid_sequential
Grid search hyperparameters in sequential. Run the child tasks and returns a set of parameters that achieved the best result.
upload_azure_blob
Upload a file to azure blob.
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